library(tidyverse)
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library(Seurat)
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library(Canek)
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library(singleCellHaystack)
set.seed(1)

theme_set(cowplot::theme_cowplot())# font_size  font_family

live spleen

x <- list(
  KO_spleen = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/KO_live_spleen_process.rds"),
  WT_spleen = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_live_spleen_process.rds")
)

This might not be needed if info already there. x[[“WT”]]\(background <- "WT" x[["KO"]]\)background <- “KO”

Naive merge

x <- Reduce(merge, x)
x <- NormalizeData(x)
x <- FindVariableFeatures(x, nfeatures = 5000)
VariableFeaturePlot(x)
x <- ScaleData(x)
# x <- lapply(x, FindVariableFeatures, nfeatures=5000)
x <- RunPCA(x)
ElbowPlot(x, ndims=50)
x <- RunUMAP(x, dims = 1:20)
DimPlot(x, group.by = "background")
plot_coord(x, expand = "background")
x <- FindNeighbors(x, dims = 1:20)
x <- FindClusters(x, algorithm = "leiden", res = .6)
DimHeatmap(x, dims = 1:6)
DimPlot(x, label = TRUE) + NoLegend()
DimPlot(x, group.by = "background")
DimPlot(x, label = TRUE, split.by = "background", pt.size=0.01, order = FALSE)
x$background <- factor(x=x$background, levels = c("WT_spleen","KO_spleen"))

Canek

set.seed(1)
#x <- list(
 # WT = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/1.process/WT_NK_process_NKonly.rds"),
#  KO = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/1.process/KO_NK_process_NKonly.rds")
#)
x <- SplitObject(x, "background")
# x <- FindVariableFeatures(x, nfeatures = 2000)
x <- lapply(x, FindVariableFeatures, nfeatures = 5000) # adjust nfeatures as needed.
Calculating gene variances
0%   10   20   30   40   50   60   70   80   90   100%
[----|----|----|----|----|----|----|----|----|----|
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Calculating feature variances of standardized and clipped values
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Calculating gene variances
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Calculating feature variances of standardized and clipped values
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**************************************************|
# VariableFeaturePlot(x)
# plot_loadingss=(x, head(VariableFeatures(x), 20))
x <- RunCanek(x,nfeature=5000)
x <- ScaleData(x)
Centering and scaling data matrix

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x <- RunPCA(x)
PC_ 1 
Positive:  Plbd1, Ifitm3, Spi1, H2-Ab1, H2-Aa, H2-Eb1, Ly86, Alox5ap, Cd74, Ifitm2 
       Cd300a, Cybb, Ifitm6, Cd209a, Tifab, Pirb, Rnase6, Cd300c2, H2-DMb1, Ctsh 
       Pld4, Wfdc17, Lrrc25, Pid1, Ppfia4, Clec12a, Hck, Rassf4, Flt3, Ccl6 
Negative:  Ccl5, Gzma, Prf1, S1pr5, Ncr1, Lgals1, S100a10, Gzmb, H2afz, Cma1 
       Tyrobp, Anxa2, Klrg1, Klra8, Sytl3, Klra9, Tbx21, Klrc2, Serpinb9, Ahnak 
       Cd9, Zeb2, Klra4, Dusp2, Il2rb, Il18rap, Id2, Gm19585, Borcs7, Klra3 
PC_ 2 
Positive:  Gzma, Tyrobp, Plbd1, Ifitm3, Spi1, Alox5ap, Prf1, Ly86, Cd300a, S1pr5 
       Ifitm2, Ifitm6, Cma1, Lgals1, Cybb, Cd209a, Tifab, Gzmb, Cd300c2, Pirb 
       Wfdc17, Ctsh, Pld4, Anxa2, Pid1, Ccl6, Zeb2, H2afz, Rassf4, Rnase6 
Negative:  Ltb, Rps20, Rps15a, Rpl13, Rplp1, Il7r, Rpsa, Cd3d, Rpl23, Rpl12 
       Rps2, Rplp0, Rps5, Rps7, Rps19, Rps18, Rpl32, Cd3g, Thy1, Rpl18 
       Rps13, Rps4x, Cd3e, Rps8, Rpl10a, Rpl36a, Rpl17, Rpl39, Rps28, Ly6e 
PC_ 3 
Positive:  Cd3e, Cd3d, Cd3g, Cd8b1, Il7r, Ly6c2, Cd8a, Gramd3, Klk8, Trac 
       Slfn1, Cd6, Trbv13-2, Cd5, Trgv2, Sit1, Cxcr6, Lat, Ltb, Nsg2 
       Thy1, Bcl11b, Rgs10, Gm8369, Themis, Gpr183, Sh3bp5, Rps13, Adam19, Trbv12-2 
Negative:  Pclaf, Birc5, Spc24, Ccna2, Mki67, Cdca3, Top2a, Ccnb2, Cdca8, Rrm2 
       Ube2c, Nusap1, Cks1b, Tpx2, Cdk1, Aurkb, Shcbp1, Plk1, Neil3, Hist1h1b 
       Kif11, Cenpf, Clspn, Tk1, Hmmr, Fbxo5, Cenpm, Cdca5, Ckap2l, Esco2 
PC_ 4 
Positive:  Cd3e, Cd3g, Cd3d, Pclaf, Birc5, Ccna2, Cd8b1, Spc24, Ccnb2, Cdca3 
       Mki67, Cdca8, Nusap1, Rrm2, Tpx2, Ube2c, Cdk1, Cd8a, Hist1h1b, Plk1 
       Neil3, Hmmr, Shcbp1, Top2a, Cenpf, Kif11, Trac, Ly6c2, Aurkb, Fbxo5 
Negative:  Tyrobp, Ncr1, Klra4, Klra8, Ctla2a, Klrb1f, Rpl10, Il2rb, Klri2, Sell 
       Eomes, Klrc2, Xcl1, Ccr2, Serpina3g, Car2, Itgax, Rps11, Klrb1a, Kit 
       Cd9, Ccl3, Ccr5, Jun, Fos, Sytl3, Irf8, Cd244, Ctla2b, Serpinb6b 
PC_ 5 
Positive:  Ckb, Tmem176b, Asb2, Tmem176a, Cxcr6, AC163354.1, Podnl1, Tnfrsf25, Tcrg-C4, Rora 
       Il2ra, Cd226, Id2, Ramp1, Serpina3f, Maf, Cd81, Adam8, Fam184b, Itm2c 
       Tnf, Cd7, Dll1, Cd160, Inpp4b, Ly6a, Il7r, Dtx1, Gm14718, Serpinb1a 
Negative:  Rpl32, Rps5, Sell, Rpsa, Rps4x, Rplp0, Rpl39, Rps15a, Rps7, Rps8 
       Rpl23, Rpl41, Rpl13, Ctla2a, Rpl18, Rps3, Rpl8, Rpl28, Rps26, Rps13 
       Rps11, Rps20, Rpl6, Rpl10a, Rps28, Rps12, Rpl17, Rpl7, H2afz, Rpl15 
ElbowPlot(x, ndims=50)

DimPlot(x, group.by="background")

DimHeatmap(x, dims=1:6)

x <- RunUMAP(x, dims = 1:20)
Warning: The default method for RunUMAP has changed from calling Python UMAP via reticulate to the R-native UWOT using the cosine metric
To use Python UMAP via reticulate, set umap.method to 'umap-learn' and metric to 'correlation'
This message will be shown once per session
14:36:25 UMAP embedding parameters a = 0.9922 b = 1.112
14:36:25 Read 19828 rows and found 20 numeric columns
14:36:25 Using Annoy for neighbor search, n_neighbors = 30
14:36:25 Building Annoy index with metric = cosine, n_trees = 50
0%   10   20   30   40   50   60   70   80   90   100%
[----|----|----|----|----|----|----|----|----|----|
**************************************************|
14:36:26 Writing NN index file to temp file /var/folders/gw/069y9h752hdbn01wcy57ktj00000gn/T//RtmpMADga3/fileb17972f02fcc
14:36:27 Searching Annoy index using 1 thread, search_k = 3000
14:36:32 Annoy recall = 100%
14:36:32 Commencing smooth kNN distance calibration using 1 thread with target n_neighbors = 30
14:36:34 Initializing from normalized Laplacian + noise (using irlba)
14:36:35 Commencing optimization for 200 epochs, with 843636 positive edges
Using method 'umap'
0%   10   20   30   40   50   60   70   80   90   100%
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**************************************************|
14:36:45 Optimization finished
x <- FindNeighbors(x, dims = 1:20)
Computing nearest neighbor graph
Computing SNN
x <- FindClusters(x, algorithm = "leiden", res = .6)
# x$background <- factor(x=x$background, levels = c("WT_NK","KO_NK"))
DimPlot(x, label = TRUE)

x$background <- factor(x=x$background, levels = c("WT_spleen","KO_spleen"))
DimPlot(x, split.by="background", label = TRUE) + NoLegend()+
   ggtitle("Canek integration WT&KO_spleen (nfeatures=5000)")+
  theme(plot.title = element_text(size=13, face = "bold.italic"))

Export

write_rds(x, "/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_KO_spleen_integration_process_livespleen.rds")

y,sampling WT & KO

x<- read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_KO_spleen_integration_process_livespleen.rds")
DimPlot(x, label = TRUE)

y <- sample_cells(x, group="background")
Neither 'n', 'frac' or 'n_max' specified. Sampling 8016 cells per group.
table(y$background)

WT_spleen KO_spleen 
     8016      8016 
DimPlot(y, label = TRUE)+ NoLegend()

DimPlot(y, split.by="background", label = TRUE) + NoLegend()+
   ggtitle("Canek integration of WT/KO_live spleen (nfeatures=5000)")+
  theme(plot.title = element_text(size=13, face = "bold.italic"))

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/featureplot.svg", width=10, heigh=6)
DimPlot(y, split.by="background") + 
   ggtitle("Canek integration of WT/KO_live spleen (nfeatures=5000)")+
  theme(plot.title = element_text(size=13, face = "bold.italic"))

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/live_spleen_featureplot_nolabel.svg", width=10, heigh=6)
p <- c("NK1.1", "NKP46", "CD49B", "CD27", "CD11B")
g <- c("Klrb1", "Ncr1", "Itgam", "Cd27", "Itga2")
FeaturePlot(y, c(p, g), order = TRUE,label=TRUE, ncol = 5) & NoLegend()
Warning: Could not find NK1.1 in the default search locations, found in ADT assay instead
Warning: Could not find NKP46 in the default search locations, found in ADT assay instead
Warning: Could not find CD49B in the default search locations, found in ADT assay instead
Warning: Could not find CD27 in the default search locations, found in ADT assay instead
Warning: Could not find CD11B in the default search locations, found in ADT assay instead

FeaturePlot(y, "Pou2f2", order = TRUE, label = TRUE, label.size = 3.5)

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/pou2f2_featureplot.svg", width=8, heigh=6)
FeaturePlot(y, "Gzmk", order = TRUE, label = TRUE, label.size = 3.5)

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Gzmk_featureplot.svg", width=8, heigh=6)
FeaturePlot(y, "Ccr2", order = TRUE, label = TRUE, label.size = 3.5)
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr2_featureplot.svg", width=8, heigh=6)
FeaturePlot(y, "Klrg1", order = TRUE, label = TRUE, label.size = 3.5)

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Klrg1_featureplot.svg", width=8, heigh=6)
FeaturePlot(y, "Ccr7", order = TRUE, label = TRUE, label.size = 3.5)

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr7_featureplot.svg", width=8, heigh=6)
VlnPlot(y, features = "Ccr7",pt.size=0.05, split.by = "background")
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr7_vlnplot.svg", width=8, heigh=5)
VlnPlot(y, features = "Pou2f2",pt.size=0.05, split.by = "background")
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/pou2f2_vlnplot.svg", width=8, heigh=5)
VlnPlot(y, features = "Gzmk",pt.size=0.05, split.by = "background")
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Gzmk_vlnplot.svg", width=8, heigh=5)
VlnPlot(y, features = "Ccr2",pt.size=0.05, split.by = "background")
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr2_vlnplot.svg", width=8, heigh=5)
VlnPlot(y, features = "Klrg1",pt.size=0.05, split.by = "background")
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Klrg1_vlnplot.svg", width=8, heigh=5)
ggplot(y[[]], aes(seurat_clusters, fill = background)) +
  geom_bar(position = "fill")

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/barplot1.svg", width=10, heigh=7)
ggplot(y[[]], aes(seurat_clusters, fill = background)) +
  geom_bar(position = "dodge")

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/barplot2.svg", width=10, heigh=7)
# FeaturePlot(y, c("Pou2f2","Gzmk"),min.cutoff = "q05", max.cutoff = "q95", order = TRUE, label = TRUE)
VlnPlot(y, features = c(p,g),pt.size=0.1, ncol = 5)
# DotPlot(y, features= g, dot.scale=6)+ RotatedAxis()+
#  scale_color_distiller(palette="RdBu")

check correlation

z <- y[,y$seurat_clusters=="3"]
DimPlot(z, split.by="background", label = TRUE) + NoLegend()+
  theme(plot.title = element_text(size=13, face = "bold.italic"))

  • Gzmk and Pou2f2
FeatureScatter(z, "Gzmk", "Pou2f2")


# z -> cluster 3 
FeatureScatter(y, "Gzmk", "Pou2f2")

  • Ifng and Pou2f2
FeatureScatter(z, "Ifng", "Pou2f2")

#+ggtitle("Correlation between Ifng and Pou2f2 in live_spleen cluster 3")
FeatureScatter(y, "Ifng", "Pou2f2")

Find all markers

deg <- FindAllMarkers(y,max.cells.per.ident = 500, verbose = TRUE)
Calculating cluster 1

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  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 2

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 10% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 16% ~00s          
  |+++++++++                                         | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 22% ~00s          
  |++++++++++++                                      | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 3

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 3 % ~01s          
  |++                                                | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |++++                                              | 6 % ~01s          
  |++++                                              | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 14% ~01s          
  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |++++++++++                                        | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 32% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 4

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 4 % ~01s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 12% ~00s          
  |+++++++                                           | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 22% ~00s          
  |++++++++++++                                      | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 26% ~00s          
  |++++++++++++++                                    | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 36% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 5

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~02s          
  |++                                                | 2 % ~02s          
  |++                                                | 3 % ~02s          
  |+++                                               | 5 % ~02s          
  |+++                                               | 6 % ~02s          
  |++++                                              | 7 % ~02s          
  |+++++                                             | 8 % ~02s          
  |+++++                                             | 9 % ~02s          
  |++++++                                            | 10% ~02s          
  |++++++                                            | 12% ~02s          
  |+++++++                                           | 13% ~02s          
  |+++++++                                           | 14% ~02s          
  |++++++++                                          | 15% ~02s          
  |+++++++++                                         | 16% ~02s          
  |+++++++++                                         | 17% ~02s          
  |++++++++++                                        | 19% ~02s          
  |++++++++++                                        | 20% ~02s          
  |+++++++++++                                       | 21% ~02s          
  |++++++++++++                                      | 22% ~02s          
  |++++++++++++                                      | 23% ~02s          
  |+++++++++++++                                     | 24% ~02s          
  |+++++++++++++                                     | 26% ~02s          
  |++++++++++++++                                    | 27% ~02s          
  |++++++++++++++                                    | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |+++++++++++++++++++++++++++                       | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |+++++++++++++++++++++++++++++++                   | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |++++++++++++++++++++++++++++++++++                | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=02s  
Calculating cluster 6

  |                                                  | 0 % ~calculating  
  |+                                                 | 2 % ~00s          
  |++                                                | 4 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 8 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 19% ~00s          
  |+++++++++++                                       | 21% ~04s          
  |++++++++++++                                      | 23% ~04s          
  |+++++++++++++                                     | 25% ~04s          
  |++++++++++++++                                    | 27% ~03s          
  |+++++++++++++++                                   | 29% ~03s          
  |++++++++++++++++                                  | 31% ~03s          
  |+++++++++++++++++                                 | 33% ~03s          
  |++++++++++++++++++                                | 35% ~02s          
  |+++++++++++++++++++                               | 37% ~02s          
  |++++++++++++++++++++                              | 38% ~02s          
  |+++++++++++++++++++++                             | 40% ~02s          
  |++++++++++++++++++++++                            | 42% ~02s          
  |+++++++++++++++++++++++                           | 44% ~02s          
  |++++++++++++++++++++++++                          | 46% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 7

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 11% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |++++++++++++++++                                  | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |++++++++++++++++++++++                            | 42% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 8

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 17% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |+++++++++++                                       | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |++++++++++++++++++++++++                          | 46% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |+++++++++++++++++++++++++++                       | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 9

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 11% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |++++++++++++++++                                  | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |++++++++++++++++++++++                            | 42% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 10

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~08s          
  |+++++                                             | 8 % ~07s          
  |+++++                                             | 9 % ~06s          
  |++++++                                            | 10% ~06s          
  |++++++                                            | 11% ~05s          
  |+++++++                                           | 13% ~05s          
  |+++++++                                           | 14% ~04s          
  |++++++++                                          | 15% ~04s          
  |+++++++++                                         | 16% ~04s          
  |+++++++++                                         | 17% ~04s          
  |++++++++++                                        | 18% ~03s          
  |++++++++++                                        | 20% ~03s          
  |+++++++++++                                       | 21% ~03s          
  |+++++++++++                                       | 22% ~03s          
  |++++++++++++                                      | 23% ~03s          
  |+++++++++++++                                     | 24% ~03s          
  |+++++++++++++                                     | 25% ~03s          
  |++++++++++++++                                    | 26% ~02s          
  |++++++++++++++                                    | 28% ~02s          
  |+++++++++++++++                                   | 29% ~02s          
  |+++++++++++++++                                   | 30% ~02s          
  |++++++++++++++++                                  | 31% ~02s          
  |+++++++++++++++++                                 | 32% ~02s          
  |+++++++++++++++++                                 | 33% ~02s          
  |++++++++++++++++++                                | 34% ~02s          
  |++++++++++++++++++                                | 36% ~02s          
  |+++++++++++++++++++                               | 37% ~02s          
  |+++++++++++++++++++                               | 38% ~02s          
  |++++++++++++++++++++                              | 39% ~02s          
  |+++++++++++++++++++++                             | 40% ~02s          
  |+++++++++++++++++++++                             | 41% ~02s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |++++++++++++++++++++++++++++++++                  | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |++++++++++++++++++++++++++++++++++                | 68% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=02s  
Calculating cluster 11

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |+++++++++++++                                     | 24% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |++++++++++++++                                    | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |+++++++++++++++++++++++++++                       | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |+++++++++++++++++++++++++++++++                   | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 12

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |+++++++                                           | 13% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |++++++++++                                        | 18% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |+++++++++++                                       | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |+++++++++++++                                     | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 34% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |+++++++++++++++++++                               | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 13

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~02s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~02s          
  |+++                                               | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |++++                                              | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |+++++++                                           | 12% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~03s          
  |+++++++++++                                       | 22% ~03s          
  |++++++++++++                                      | 23% ~03s          
  |++++++++++++                                      | 24% ~02s          
  |+++++++++++++                                     | 25% ~02s          
  |++++++++++++++                                    | 26% ~02s          
  |++++++++++++++                                    | 27% ~02s          
  |+++++++++++++++                                   | 28% ~02s          
  |+++++++++++++++                                   | 29% ~02s          
  |++++++++++++++++                                  | 30% ~02s          
  |++++++++++++++++                                  | 31% ~02s          
  |+++++++++++++++++                                 | 32% ~02s          
  |+++++++++++++++++                                 | 33% ~02s          
  |++++++++++++++++++                                | 34% ~02s          
  |++++++++++++++++++                                | 35% ~02s          
  |+++++++++++++++++++                               | 36% ~02s          
  |+++++++++++++++++++                               | 38% ~02s          
  |++++++++++++++++++++                              | 39% ~02s          
  |++++++++++++++++++++                              | 40% ~02s          
  |+++++++++++++++++++++                             | 41% ~02s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |+++++++++++++++++++++++++++                       | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |+++++++++++++++++++++++++++++++                   | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |++++++++++++++++++++++++++++++++                  | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |++++++++++++++++++++++++++++++++++                | 68% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=02s  
Calculating cluster 14

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~02s          
  |++                                                | 2 % ~02s          
  |++                                                | 3 % ~02s          
  |+++                                               | 4 % ~02s          
  |+++                                               | 5 % ~02s          
  |++++                                              | 6 % ~02s          
  |++++                                              | 7 % ~02s          
  |+++++                                             | 9 % ~02s          
  |+++++                                             | 10% ~02s          
  |++++++                                            | 11% ~02s          
  |++++++                                            | 12% ~02s          
  |+++++++                                           | 13% ~02s          
  |+++++++                                           | 14% ~02s          
  |++++++++                                          | 15% ~02s          
  |++++++++                                          | 16% ~02s          
  |+++++++++                                         | 17% ~02s          
  |++++++++++                                        | 18% ~02s          
  |++++++++++                                        | 19% ~02s          
  |+++++++++++                                       | 20% ~02s          
  |+++++++++++                                       | 21% ~02s          
  |++++++++++++                                      | 22% ~02s          
  |++++++++++++                                      | 23% ~02s          
  |+++++++++++++                                     | 24% ~02s          
  |+++++++++++++                                     | 26% ~02s          
  |++++++++++++++                                    | 27% ~02s          
  |++++++++++++++                                    | 28% ~02s          
  |+++++++++++++++                                   | 29% ~02s          
  |+++++++++++++++                                   | 30% ~02s          
  |++++++++++++++++                                  | 31% ~02s          
  |++++++++++++++++                                  | 32% ~02s          
  |+++++++++++++++++                                 | 33% ~02s          
  |++++++++++++++++++                                | 34% ~02s          
  |++++++++++++++++++                                | 35% ~02s          
  |+++++++++++++++++++                               | 36% ~02s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |+++++++++++++++++++++++++++                       | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~01s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~01s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=03s  
Calculating cluster 15

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 4 % ~01s          
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  |+++++                                             | 8 % ~01s          
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  |++++++                                            | 11% ~01s          
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  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
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  |++++++++++++++                                    | 26% ~01s          
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  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
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  |++++++++++++++++                                  | 32% ~01s          
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  |++++++++++++++++++++                              | 40% ~01s          
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  |+++++++++++++++++++++++                           | 44% ~00s          
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  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
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  |+++++++++++++++++++++++++++                       | 53% ~00s          
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  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
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  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
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  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
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  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 16

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
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  |+++++++++++++++++++++                             | 40% ~00s          
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  |++++++++++++++++++++++++++                        | 51% ~00s          
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  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
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  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 17

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~02s          
  |++                                                | 2 % ~03s          
  |++                                                | 3 % ~02s          
  |+++                                               | 4 % ~03s          
  |+++                                               | 5 % ~03s          
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  |++++++++++++++                                    | 28% ~02s          
  |+++++++++++++++                                   | 29% ~02s          
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  |++++++++++++++++                                  | 31% ~02s          
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  |+++++++++++++++++++++                             | 40% ~02s          
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  |+++++++++++++++++++++++                           | 45% ~02s          
  |++++++++++++++++++++++++                          | 46% ~02s          
  |++++++++++++++++++++++++                          | 47% ~02s          
  |+++++++++++++++++++++++++                         | 48% ~02s          
  |+++++++++++++++++++++++++                         | 49% ~02s          
  |++++++++++++++++++++++++++                        | 51% ~02s          
  |++++++++++++++++++++++++++                        | 52% ~02s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |+++++++++++++++++++++++++++++                     | 58% ~01s          
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  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
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  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
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  |+++++++++++++++++++++++++++++++++++               | 68% ~01s          
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  |+++++++++++++++++++++++++++++++++++++             | 72% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~01s          
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  |++++++++++++++++++++++++++++++++++++++            | 75% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~01s          
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  |++++++++++++++++++++++++++++++++++++++++          | 78% ~01s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~01s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=03s  
#每一个cluster高表达的gene和低表达的gene
deg
head(deg)
plot_volcano(deg, n=20, fdr=0.05)
Warning: ggrepel: 1 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 5 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 4 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 2 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 4 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 2 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 6 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 8 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 6 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 13 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 3 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 12 unlabeled data points (too many overlaps). Consider increasing max.overlaps
Warning: ggrepel: 13 unlabeled data points (too many overlaps). Consider increasing max.overlaps

ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/volcano.svg", width=20, heigh=15)
top <- deg%>%filter(p_val_adj<0.01, abs(avg_log2FC)>1)
top
top_genes <- top_deg(deg)
top_genes
z <-sample_cells(y, group = "seurat_clusters")
Neither 'n', 'frac' or 'n_max' specified. Sampling 19 cells per group.
p<- plot_heatmap(z[top_genes$gene,], column_split= z$seurat_clusters)
p

p<- ggplotify::as.ggplot(plot_heatmap(z[top_genes$gene,], column_split= z$seurat_clusters))
p
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/heatmap.svg", width=22, height=15)

y export

write_rds(y, "/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_KO_spleen_integration_process_livespleen_sampling.rds")
---
title: "Canek integration process of WT/KO_spleen"
author: "Sun"
date: "2022-08-10"
output: html_notebook
---

```{r setup}
library(tidyverse)
library(Seurat)
library(Canek)
library(scmisc)
library(slingshot)
library(singleCellHaystack)
set.seed(1)

theme_set(cowplot::theme_cowplot())# font_size  font_family
```

# live spleen 
```{r}
x <- list(
  KO_spleen = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/KO_live_spleen_process.rds"),
  WT_spleen = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_live_spleen_process.rds")
)
```

This might not be needed if info already there.
x[["WT"]]$background <- "WT"
x[["KO"]]$background <- "KO"


## Naive merge 

```{r}
x <- Reduce(merge, x)
```


```{r}
x <- NormalizeData(x)
x <- FindVariableFeatures(x, nfeatures = 5000)
VariableFeaturePlot(x)
x <- ScaleData(x)
# x <- lapply(x, FindVariableFeatures, nfeatures=5000)
```

```{r}
x <- RunPCA(x)
ElbowPlot(x, ndims=50)
```

```{r}
x <- RunUMAP(x, dims = 1:20)
DimPlot(x, group.by = "background")
plot_coord(x, expand = "background")
```

```{r warning=FALSE}
x <- FindNeighbors(x, dims = 1:20)
x <- FindClusters(x, algorithm = "leiden", res = .6)
```

```{r}
DimHeatmap(x, dims = 1:6)
```

```{r}
DimPlot(x, label = TRUE) + NoLegend()
DimPlot(x, group.by = "background")
DimPlot(x, label = TRUE, split.by = "background", pt.size=0.01, order = FALSE)
```

```{r}
x$background <- factor(x=x$background, levels = c("WT_spleen","KO_spleen"))
```

## Canek 

```{r}
set.seed(1)
```

```{r}
#x <- list(
 # WT = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/1.process/WT_NK_process_NKonly.rds"),
#  KO = read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/1.process/KO_NK_process_NKonly.rds")
#)
```

```{r}
x <- SplitObject(x, "background")
# x <- FindVariableFeatures(x, nfeatures = 2000)
x <- lapply(x, FindVariableFeatures, nfeatures = 5000) # adjust nfeatures as needed.
```

```{r}
# VariableFeaturePlot(x)
# plot_loadingss=(x, head(VariableFeatures(x), 20))
```

```{r}
x <- RunCanek(x,nfeature=5000)
```

```{r}
x <- ScaleData(x)
```

```{r}
x <- RunPCA(x)
ElbowPlot(x, ndims=50)
```

```{r}
DimPlot(x, group.by="background")
```

```{r}
DimHeatmap(x, dims=1:6)
```


```{r}
x <- RunUMAP(x, dims = 1:20)
```

```{r warning=FALSE}
x <- FindNeighbors(x, dims = 1:20)
x <- FindClusters(x, algorithm = "leiden", res = .6)
```

```{r}
# x$background <- factor(x=x$background, levels = c("WT_NK","KO_NK"))
```


```{r}
DimPlot(x, label = TRUE)
```

```{r}
x$background <- factor(x=x$background, levels = c("WT_spleen","KO_spleen"))
```

```{r}
DimPlot(x, split.by="background", label = TRUE) + NoLegend()+
   ggtitle("Canek integration WT&KO_spleen (nfeatures=5000)")+
  theme(plot.title = element_text(size=13, face = "bold.italic"))
```

## Export 

```{r}
write_rds(x, "/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_KO_spleen_integration_process_livespleen.rds")
```

## y,sampling WT & KO

```{r}
x<- read_rds("/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_KO_spleen_integration_process_livespleen.rds")
```

```{r}
DimPlot(x, label = TRUE)
```


```{r}
y <- sample_cells(x, group="background")
table(y$background)
```

```{r}
DimPlot(y, label = TRUE)+ NoLegend()
```




```{r}
DimPlot(y, split.by="background", label = TRUE) + NoLegend()+
   ggtitle("Canek integration of WT/KO_live spleen (nfeatures=5000)")+
  theme(plot.title = element_text(size=13, face = "bold.italic"))
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/featureplot.svg", width=10, heigh=6)
```

```{r}
DimPlot(y, split.by="background") + 
   ggtitle("Canek integration of WT/KO_live spleen (nfeatures=5000)")+
  theme(plot.title = element_text(size=13, face = "bold.italic"))
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/live_spleen_featureplot_nolabel.svg", width=10, heigh=6)
```




```{r}
p <- c("NK1.1", "NKP46", "CD49B", "CD27", "CD11B")
g <- c("Klrb1", "Ncr1", "Itgam", "Cd27", "Itga2")
```

```{r, fig.width=8, fig.height=3}
FeaturePlot(y, c(p, g), order = TRUE,label=TRUE, ncol = 5) & NoLegend()
```

```{r}
FeaturePlot(y, "Pou2f2", order = TRUE, label = TRUE, label.size = 3.5)
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/pou2f2_featureplot.svg", width=8, heigh=6)
```


```{r}
FeaturePlot(y, "Gzmk", order = TRUE, label = TRUE, label.size = 3.5)
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Gzmk_featureplot.svg", width=8, heigh=6)
```




```{r}
FeaturePlot(y, "Ccr2", order = TRUE, label = TRUE, label.size = 3.5)
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr2_featureplot.svg", width=8, heigh=6)
```

```{r}
FeaturePlot(y, "Klrg1", order = TRUE, label = TRUE, label.size = 3.5)
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Klrg1_featureplot.svg", width=8, heigh=6)
```


```{r}
FeaturePlot(y, "Ccr7", order = TRUE, label = TRUE, label.size = 3.5)
```


```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr7_featureplot.svg", width=8, heigh=6)
```


```{r}
VlnPlot(y, features = "Ccr7",pt.size=0.05, split.by = "background")
```
```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr7_vlnplot.svg", width=8, heigh=5)
```

```{r}
VlnPlot(y, features = "Pou2f2",pt.size=0.05, split.by = "background")
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/pou2f2_vlnplot.svg", width=8, heigh=5)
```


```{r}
VlnPlot(y, features = "Gzmk",pt.size=0.05, split.by = "background")
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Gzmk_vlnplot.svg", width=8, heigh=5)
```


```{r}
VlnPlot(y, features = "Ccr2",pt.size=0.05, split.by = "background")
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Ccr2_vlnplot.svg", width=8, heigh=5)
```

```{r}
VlnPlot(y, features = "Klrg1",pt.size=0.05, split.by = "background")
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/Klrg1_vlnplot.svg", width=8, heigh=5)
```



```{r}
ggplot(y[[]], aes(seurat_clusters, fill = background)) +
  geom_bar(position = "fill")
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/barplot1.svg", width=10, heigh=7)
```

```{r}
ggplot(y[[]], aes(seurat_clusters, fill = background)) +
  geom_bar(position = "dodge")
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/barplot2.svg", width=10, heigh=7)
```




```{r}
# FeaturePlot(y, c("Pou2f2","Gzmk"),min.cutoff = "q05", max.cutoff = "q95", order = TRUE, label = TRUE)
```

```{r, fig.width=8, fig.height=3}
VlnPlot(y, features = c(p,g),pt.size=0.1, ncol = 5)
```

```{r}
# DotPlot(y, features= g, dot.scale=6)+ RotatedAxis()+
#  scale_color_distiller(palette="RdBu")
```


## check correlation 

```{r}
z <- y[,y$seurat_clusters=="3"]
```

```{r}
DimPlot(z, split.by="background", label = TRUE) + NoLegend()+
  theme(plot.title = element_text(size=13, face = "bold.italic"))
```

- Gzmk and Pou2f2

```{r}
FeatureScatter(z, "Gzmk", "Pou2f2")

# z -> cluster 3 

```

```{r}
FeatureScatter(y, "Gzmk", "Pou2f2")
```

- Ifng and Pou2f2 

```{r}
FeatureScatter(z, "Ifng", "Pou2f2")
#+ggtitle("Correlation between Ifng and Pou2f2 in live_spleen cluster 3")
```

```{r}
FeatureScatter(y, "Ifng", "Pou2f2")

```


## Find all markers 

```{r}
deg <- FindAllMarkers(y,max.cells.per.ident = 500, verbose = TRUE)
#每一个cluster高表达的gene和低表达的gene
deg
head(deg)
```

```{r,fig.width=15, fig.height=10}
plot_volcano(deg, n=20, fdr=0.05)
```

```{r}
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/volcano.svg", width=20, heigh=15)
```

```{r}
top <- deg%>%filter(p_val_adj<0.01, abs(avg_log2FC)>1)
top
```

```{r}
top_genes <- top_deg(deg)
top_genes
```

```{r}
z <-sample_cells(y, group = "seurat_clusters")
```

```{r, fig.width=15, fig.height=10}
p<- plot_heatmap(z[top_genes$gene,], column_split= z$seurat_clusters)
p
```


```{r}
p<- ggplotify::as.ggplot(plot_heatmap(z[top_genes$gene,], column_split= z$seurat_clusters))
p
ggsave("/Users/sunxin/Documents/Projects/submission/Figs/Fig.2_singlecell/live_spleen/heatmap.svg", width=22, height=15)
```


## y export

```{r}
write_rds(y, "/Users/sunxin/Documents/Projects/NKsc_tumor/analysis_in_R/4.spleen_TIL_integration/output/WT_KO_spleen_integration_process_livespleen_sampling.rds")
```



